Deep representation learning for time series forecasting

• المؤلف الرئيسي: WOO, Gerald
• التنسيق: text
• اللغة: English
• منشور في: Institutional Knowledge at Singapore Management University 2024
• الموضوعات: Deep learning; Time series forecasting; Neural network architecture design; Time-index models; Machine learning; Artificial Intelligence and Robotics
• الوصول للمادة أونلاين: https://ink.library.smu.edu.sg/etd_coll/650; https://ink.library.smu.edu.sg/context/etd_coll/article/1648/viewcontent/GPIS_AY2020_PhD_Woo_Jiale_Gerald.pdf

Time series forecasting has critical applications across business and scien- tific domains, such as demand forecasting, capacity planning and management, and anomaly detection. Being able to predict the future yields immense value, allowing us to make downstream decisions with more confidence. Deep...